My DS was the same and was like that for well over a year, sorry. He just kind of gradually got over it around the age of 2.5 years.
I have no suggestions other than vacuuming when she is asleep or when someone is around to take her outside. Sometimes if it was just a quick zip zap around one room I would put up with the hysteria otherwise I had to wait for DH to be at home to do the house properly. DS would panic if he saw me taking it out of the cupboard. When he was tiny it never bothered him. I think it's a fairly common thing actually, just a PITA.
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